Wheeler was born and raised in New York City, the daughter of Barbara, a writer, and John Jakobson, who began his career on Wall Street as one of the youngest members of the New York Stock Exchange. She was raised in a secular Jewish household and graduated from The Calhoun School in New York City. She married Daniel Borden Wheeler in 1990. They have two children.